Regression analysis and Causal inference

OLS and ML

OLS和ML是基本的估计方法。

Bayesian Inferential Framework

待更新。

Multilevel Regression Model

待更新。

Logistic Regression

R相关命令 —— glm
http://www.ats.ucla.edu/stat/r/dae/logit.htm
http://www.ats.ucla.edu/stat/r/dae/ologit.htm

Instrumental Variables Regression

https://www.r-bloggers.com/a-simple-instrumental-variables-problem/
https://rpubs.com/wsundstrom/t_ivreg

Matching estimators for treatment effects

Propensity Score Matching

https://www.r-bloggers.com/using-the-r-matchit-package-for-propensity-score-analysis/
http://stanford.edu/~ejdemyr/r-tutorials-archive/tutorial8.html
http://sekhon.berkeley.edu/matching/Match.html
http://econometricsense.blogspot.com/2015/03/propensity-score-matching-optimal.html
http://www.preventionresearch.org/wp-content/uploads/2011/07/SPR-Propensity-pc-workshop-slides.pdf
http://pareonline.net/pdf/v19n18.pdf
https://www.cebma.org/wp-content/uploads/Li-Using-the-Propensity-Score-Method-to-Estimate-Causal-Effects.pdf
http://r.iq.harvard.edu/docs/matchit/2.4-20/matchit.pdf
http://www.bristol.ac.uk/media-library/sites/cmm/migrated/documents/prop-scores.pdf
https://github.com/jbryer/psa
http://r.iq.harvard.edu/docs/matchit/2.4-15/Examples2.html
http://hagutierrezro.blogspot.com/2014/11/my-first-post.html

Regression Discontinuity Designs

http://faculty.chicagobooth.edu/max.farrell/research/Calonico-Cattaneo-Farrell-Titiunik_2016_Stata.pdf
http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.429.1273&rep=rep1&type=pdf

Synthetic Control Methods

http://web.stanford.edu/~jhain/synthpage.html
https://www2.warwick.ac.uk/fac/soc/economics/staff/ffwaldinger/teaching/ec9a8/slides/